Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "207"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 207 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 86 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 84 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 207, Node N19:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459903 RF_ok 0.00% 0.00% 0.00% 0.00% - - 3.186709 2.667968 1.402345 -0.362749 0.326246 -0.488404 -2.402169 -0.342901 0.6240 0.6405 0.3836 nan nan
2459902 RF_ok 100.00% 0.00% 0.00% 0.00% - - 3.770160 3.154269 1.630437 -0.064081 0.583180 6.714768 -0.820199 -0.780988 0.6306 0.6408 0.3774 nan nan
2459901 RF_ok 0.00% 0.00% 0.00% 0.00% - - 3.107179 2.711972 1.070626 -0.936439 0.078211 -0.118757 -1.462327 -0.990292 0.6240 0.6358 0.3895 nan nan
2459900 RF_ok 0.00% 0.00% 0.00% 0.00% - - 2.994058 2.019636 1.068647 -0.974677 0.385890 0.450335 -1.324124 -0.906208 0.5763 0.5939 0.3283 nan nan
2459898 RF_ok 0.00% 0.00% 0.00% 0.00% - - 2.253861 1.961778 1.182740 -0.854507 0.279996 -0.796921 -1.995819 -0.923837 0.6331 0.6424 0.3830 nan nan
2459897 RF_ok 100.00% 0.00% 0.00% 0.00% - - 2.372678 1.812582 1.550606 -0.398683 1.177975 5.006177 -1.319331 -0.997722 0.6339 0.6379 0.3813 nan nan
2459896 RF_ok 0.00% 0.00% 0.00% 0.00% - - 2.225311 1.461567 1.372131 0.073960 0.144559 2.853439 -1.180496 -1.010469 0.6344 0.6442 0.3795 nan nan
2459895 RF_ok 0.00% 0.00% 0.00% 0.00% - - 2.343243 2.396863 1.950381 -0.007175 1.563766 -1.166782 1.306811 -0.886095 0.7397 0.7277 0.2604 nan nan
2459894 RF_ok 100.00% 0.00% 0.00% 0.00% - - 2.534233 2.326991 1.393433 -0.521379 0.928598 6.701592 -1.048236 -0.935199 0.6449 0.6371 0.3717 nan nan
2459893 RF_ok 0.00% 0.00% 0.00% 0.00% - - 2.590048 1.825203 1.184961 -0.283239 0.978154 1.176661 -1.899883 -1.661663 0.6462 0.6522 0.3698 nan nan
2459892 RF_ok 0.00% 0.00% 0.00% 0.00% - - 2.478391 1.842742 1.425507 -0.153129 -0.039692 0.536264 -1.673409 -1.339416 0.6410 0.6541 0.3738 nan nan
2459891 RF_ok 0.00% 0.00% 0.00% 0.00% - - 2.226469 1.759140 1.784918 0.114934 0.770453 0.523529 -1.683650 -1.543832 0.6360 0.6480 0.3787 nan nan
2459890 RF_ok 0.00% 0.00% 0.00% 0.00% - - 2.225978 1.950872 1.963448 0.045146 0.673173 1.181127 -0.488236 -1.074122 0.6403 0.6439 0.3764 nan nan
2459889 RF_ok 0.00% 0.00% 0.00% 0.00% - - 2.656062 2.151761 1.713428 -0.031452 0.193967 0.795238 -2.056449 -2.196479 0.6479 0.6499 0.3729 nan nan
2459888 RF_ok 0.00% 0.00% 0.00% 0.00% - - 2.176656 1.656006 1.851494 0.332210 1.073958 1.040254 -0.115683 -0.740585 0.6614 0.6668 0.3715 nan nan
2459887 RF_ok 0.00% 0.00% 0.00% 0.00% - - 2.609195 1.414536 0.858207 -0.268034 -0.359336 -1.130398 -1.049250 -1.039969 0.6486 0.6526 0.3751 nan nan
2459886 RF_ok 100.00% 0.00% 0.00% 0.00% - - 6.796492 9.288725 1.102283 0.091442 1.757784 1.501639 -0.213663 -0.630419 0.7390 0.7189 0.3074 nan nan
2459885 RF_ok 100.00% 0.00% 0.00% 0.00% - - 5.544696 4.848770 29.781756 23.732045 3.958590 5.952287 9.682489 4.050558 0.7039 0.6952 0.3327 nan nan
2459884 RF_ok 0.00% 0.00% 0.00% 0.00% - - 2.122853 1.466962 1.808089 0.416284 0.536965 -0.977531 -1.375181 -1.476929 0.6484 0.6447 0.3749 nan nan
2459883 RF_ok 100.00% 0.00% 0.00% 0.00% - - 4.539198 4.024894 26.247752 21.283448 2.194004 3.412754 -0.492781 -0.852426 0.6542 0.6548 0.3624 nan nan
2459882 RF_ok 100.00% 0.00% 0.00% 0.00% - - 7.194607 6.956952 30.687032 23.437951 3.097582 4.885400 0.203631 -0.845990 0.6602 0.6539 0.3569 nan nan
2459881 RF_ok 100.00% 0.00% 0.00% 0.00% - - 4.371767 3.710179 34.617996 27.193800 6.334840 7.155446 -0.713901 -0.028091 0.7012 0.7069 0.3091 nan nan
2459880 RF_ok 100.00% 0.00% 0.00% 0.00% - - 4.966361 4.554287 27.673543 22.361684 1.704452 3.074422 -0.274473 -1.264628 0.6525 0.6546 0.3709 nan nan
2459879 RF_ok 0.00% 0.00% 0.00% 0.00% - - 1.103651 0.953847 -0.675306 -1.887350 -2.026685 -1.509662 -2.031896 -1.811877 0.6407 0.6526 0.3817 nan nan
2459878 RF_ok 100.00% 0.00% 0.00% 0.00% - - 4.661015 4.139527 33.931589 27.778583 3.308668 4.994457 -1.888663 -2.613922 0.6473 0.6584 0.3755 nan nan
2459839 RF_ok 100.00% - - - - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459830 RF_ok 100.00% 59.68% 59.68% 0.00% 100.00% 0.00% 28.724931 25.883023 17.483701 13.912011 31.946289 25.975653 11.501060 8.862589 0.3216 0.2302 0.2091 1.297755 1.303163
2459829 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 31.357030 30.953119 16.744631 13.523186 13.891978 12.577769 33.543810 33.949507 0.7131 0.6192 0.4301 26.510583 27.102934
2459828 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 24.502760 22.795346 12.830220 10.458904 20.028370 13.894247 19.722520 20.417951 0.7759 0.4969 0.5563 3.827307 2.533763
2459827 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 24.099514 23.495499 21.196436 17.073571 11.578956 9.740239 6.151541 5.733948 0.7296 0.6406 0.4148 7.486677 5.597722
2459826 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 22.734270 20.508592 17.521752 14.298343 28.460117 18.259612 12.401817 11.727098 0.7708 0.5264 0.5248 4.580231 3.037313
2459825 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 24.903731 22.401989 13.229423 10.442460 15.448835 10.307941 1.159175 1.261010 0.7688 0.5359 0.5230 0.000000 0.000000
2459824 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 19.684153 19.970398 18.095388 13.995130 3.897410 5.987263 9.428513 9.331990 0.6789 0.6976 0.3660 0.000000 0.000000
2459823 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 23.356454 20.746128 14.568550 11.853466 21.205165 16.404572 8.197825 4.923311 0.7287 0.6002 0.4684 0.000000 0.000000
2459822 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 24.522487 22.064921 16.172459 13.162970 18.604357 13.762510 2.999254 2.291288 0.7642 0.5591 0.5043 0.000000 0.000000
2459821 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 28.047283 25.490722 15.927167 13.245873 14.844564 11.669550 -0.018707 0.193344 0.7484 0.5536 0.5073 5.839193 4.970695
2459820 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 25.698171 24.567044 19.133418 15.410774 35.583570 28.280266 16.289230 16.266219 0.7362 0.6400 0.4205 0.000000 0.000000
2459817 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 43.214652 43.627320 inf inf 2835.137997 2779.314737 2991.722665 2885.010148 nan nan nan 0.000000 0.000000
2459816 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 20.566336 19.046653 19.040834 14.715127 29.199125 22.522686 12.680836 13.561065 0.8214 0.5470 0.6030 6.347615 4.200114
2459815 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 24.081011 21.233487 14.682765 11.682687 28.918780 22.542756 15.801420 16.099447 0.7404 0.5929 0.5188 6.155521 4.667084
2459814 RF_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 207: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 3.186709 2.667968 3.186709 -0.362749 1.402345 -0.488404 0.326246 -0.342901 -2.402169

Antenna 207: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Temporal Variability 6.714768 3.770160 3.154269 1.630437 -0.064081 0.583180 6.714768 -0.820199 -0.780988

Antenna 207: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 3.107179 3.107179 2.711972 1.070626 -0.936439 0.078211 -0.118757 -1.462327 -0.990292

Antenna 207: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 2.994058 2.994058 2.019636 1.068647 -0.974677 0.385890 0.450335 -1.324124 -0.906208

Antenna 207: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 2.253861 1.961778 2.253861 -0.854507 1.182740 -0.796921 0.279996 -0.923837 -1.995819

Antenna 207: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Temporal Variability 5.006177 1.812582 2.372678 -0.398683 1.550606 5.006177 1.177975 -0.997722 -1.319331

Antenna 207: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Temporal Variability 2.853439 1.461567 2.225311 0.073960 1.372131 2.853439 0.144559 -1.010469 -1.180496

Antenna 207: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Shape 2.396863 2.343243 2.396863 1.950381 -0.007175 1.563766 -1.166782 1.306811 -0.886095

Antenna 207: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Temporal Variability 6.701592 2.326991 2.534233 -0.521379 1.393433 6.701592 0.928598 -0.935199 -1.048236

Antenna 207: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 2.590048 2.590048 1.825203 1.184961 -0.283239 0.978154 1.176661 -1.899883 -1.661663

Antenna 207: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 2.478391 1.842742 2.478391 -0.153129 1.425507 0.536264 -0.039692 -1.339416 -1.673409

Antenna 207: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 2.226469 2.226469 1.759140 1.784918 0.114934 0.770453 0.523529 -1.683650 -1.543832

Antenna 207: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 2.225978 1.950872 2.225978 0.045146 1.963448 1.181127 0.673173 -1.074122 -0.488236

Antenna 207: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 2.656062 2.656062 2.151761 1.713428 -0.031452 0.193967 0.795238 -2.056449 -2.196479

Antenna 207: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 2.176656 1.656006 2.176656 0.332210 1.851494 1.040254 1.073958 -0.740585 -0.115683

Antenna 207: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 2.609195 1.414536 2.609195 -0.268034 0.858207 -1.130398 -0.359336 -1.039969 -1.049250

Antenna 207: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Shape 9.288725 6.796492 9.288725 1.102283 0.091442 1.757784 1.501639 -0.213663 -0.630419

Antenna 207: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Power 29.781756 4.848770 5.544696 23.732045 29.781756 5.952287 3.958590 4.050558 9.682489

Antenna 207: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 2.122853 1.466962 2.122853 0.416284 1.808089 -0.977531 0.536965 -1.476929 -1.375181

Antenna 207: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Power 26.247752 4.024894 4.539198 21.283448 26.247752 3.412754 2.194004 -0.852426 -0.492781

Antenna 207: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Power 30.687032 6.956952 7.194607 23.437951 30.687032 4.885400 3.097582 -0.845990 0.203631

Antenna 207: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Power 34.617996 3.710179 4.371767 27.193800 34.617996 7.155446 6.334840 -0.028091 -0.713901

Antenna 207: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Power 27.673543 4.554287 4.966361 22.361684 27.673543 3.074422 1.704452 -1.264628 -0.274473

Antenna 207: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 1.103651 0.953847 1.103651 -1.887350 -0.675306 -1.509662 -2.026685 -1.811877 -2.031896

Antenna 207: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Power 33.931589 4.139527 4.661015 27.778583 33.931589 4.994457 3.308668 -2.613922 -1.888663

Antenna 207: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 207: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Variability 31.946289 28.724931 25.883023 17.483701 13.912011 31.946289 25.975653 11.501060 8.862589

Antenna 207: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Temporal Discontinuties 33.949507 30.953119 31.357030 13.523186 16.744631 12.577769 13.891978 33.949507 33.543810

Antenna 207: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 24.502760 22.795346 24.502760 10.458904 12.830220 13.894247 20.028370 20.417951 19.722520

Antenna 207: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 24.099514 24.099514 23.495499 21.196436 17.073571 11.578956 9.740239 6.151541 5.733948

Antenna 207: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Variability 28.460117 20.508592 22.734270 14.298343 17.521752 18.259612 28.460117 11.727098 12.401817

Antenna 207: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 24.903731 22.401989 24.903731 10.442460 13.229423 10.307941 15.448835 1.261010 1.159175

Antenna 207: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Shape 19.970398 19.684153 19.970398 18.095388 13.995130 3.897410 5.987263 9.428513 9.331990

Antenna 207: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 23.356454 20.746128 23.356454 11.853466 14.568550 16.404572 21.205165 4.923311 8.197825

Antenna 207: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 24.522487 24.522487 22.064921 16.172459 13.162970 18.604357 13.762510 2.999254 2.291288

Antenna 207: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 28.047283 25.490722 28.047283 13.245873 15.927167 11.669550 14.844564 0.193344 -0.018707

Antenna 207: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Variability 35.583570 25.698171 24.567044 19.133418 15.410774 35.583570 28.280266 16.289230 16.266219

Antenna 207: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Power inf 43.214652 43.627320 inf inf 2835.137997 2779.314737 2991.722665 2885.010148

Antenna 207: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Variability 29.199125 19.046653 20.566336 14.715127 19.040834 22.522686 29.199125 13.561065 12.680836

Antenna 207: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Variability 28.918780 21.233487 24.081011 11.682687 14.682765 22.542756 28.918780 16.099447 15.801420

Antenna 207: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 207: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: